Overview

Dataset statistics

Number of variables31
Number of observations43170
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory10.2 MiB
Average record size in memory248.0 B

Variable types

DateTime1
Categorical14
Numeric16

Alerts

Warning 3 has constant value "0" Constant
Error 2 has constant value "0" Constant
Error 3 has constant value "0" Constant
SoH has constant value "100" Constant
Control detail 2 has constant value "0" Constant
Max discharge current has constant value "900" Constant
Accel-X (mg) has constant value "0.0" Constant
Accel-Y (mg) has constant value "0.0" Constant
Accel-Z (mg) has constant value "0.0" Constant
Warning 1 is highly correlated with Error 1 and 13 other fieldsHigh correlation
Error 1 is highly correlated with Warning 1 and 13 other fieldsHigh correlation
Max cell voltage is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Min cell voltage is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Average cell voltage is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Pack voltage is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Charge current is highly correlated with Max cell voltage and 8 other fieldsHigh correlation
Discharge current is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Max battery temperature is highly correlated with Min battery temperature and 6 other fieldsHigh correlation
Min battery temperature is highly correlated with Max battery temperature and 6 other fieldsHigh correlation
Average battery temperature is highly correlated with Max battery temperature and 6 other fieldsHigh correlation
Max board temperature is highly correlated with Warning 1 and 8 other fieldsHigh correlation
Min board temperature is highly correlated with Warning 1 and 9 other fieldsHigh correlation
Average board temperature is highly correlated with Warning 1 and 9 other fieldsHigh correlation
Remaining capacity is highly correlated with Warning 1 and 16 other fieldsHigh correlation
Full Charge Capacity is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
SoC is highly correlated with Warning 1 and 14 other fieldsHigh correlation
GO detail is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Control detail 1 is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Max charge current is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Warning 1 is highly correlated with Error 1 and 11 other fieldsHigh correlation
Error 1 is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Max cell voltage is highly correlated with Warning 1 and 9 other fieldsHigh correlation
Min cell voltage is highly correlated with Max cell voltage and 6 other fieldsHigh correlation
Average cell voltage is highly correlated with Warning 1 and 10 other fieldsHigh correlation
Pack voltage is highly correlated with Warning 1 and 10 other fieldsHigh correlation
Discharge current is highly correlated with Min cell voltage and 2 other fieldsHigh correlation
Max battery temperature is highly correlated with Min battery temperature and 5 other fieldsHigh correlation
Min battery temperature is highly correlated with Max battery temperature and 5 other fieldsHigh correlation
Average battery temperature is highly correlated with Max battery temperature and 5 other fieldsHigh correlation
Max board temperature is highly correlated with Warning 1 and 7 other fieldsHigh correlation
Min board temperature is highly correlated with Warning 1 and 7 other fieldsHigh correlation
Average board temperature is highly correlated with Warning 1 and 6 other fieldsHigh correlation
Remaining capacity is highly correlated with Warning 1 and 8 other fieldsHigh correlation
Full Charge Capacity is highly correlated with Max battery temperature and 3 other fieldsHigh correlation
SoC is highly correlated with Warning 1 and 8 other fieldsHigh correlation
GO detail is highly correlated with Warning 1 and 9 other fieldsHigh correlation
Control detail 1 is highly correlated with Warning 1 and 9 other fieldsHigh correlation
Max charge current is highly correlated with Warning 1 and 10 other fieldsHigh correlation
Warning 1 is highly correlated with Error 1 and 7 other fieldsHigh correlation
Error 1 is highly correlated with Warning 1 and 7 other fieldsHigh correlation
Max cell voltage is highly correlated with Warning 1 and 10 other fieldsHigh correlation
Min cell voltage is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Average cell voltage is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Pack voltage is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Charge current is highly correlated with Min cell voltage and 5 other fieldsHigh correlation
Discharge current is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Max battery temperature is highly correlated with Min battery temperature and 5 other fieldsHigh correlation
Min battery temperature is highly correlated with Max battery temperature and 5 other fieldsHigh correlation
Average battery temperature is highly correlated with Max battery temperature and 5 other fieldsHigh correlation
Max board temperature is highly correlated with Max battery temperature and 5 other fieldsHigh correlation
Min board temperature is highly correlated with Max battery temperature and 5 other fieldsHigh correlation
Average board temperature is highly correlated with Max battery temperature and 5 other fieldsHigh correlation
Remaining capacity is highly correlated with Warning 1 and 8 other fieldsHigh correlation
Full Charge Capacity is highly correlated with Max battery temperature and 2 other fieldsHigh correlation
SoC is highly correlated with Warning 1 and 7 other fieldsHigh correlation
GO detail is highly correlated with Warning 1 and 11 other fieldsHigh correlation
Control detail 1 is highly correlated with Warning 1 and 10 other fieldsHigh correlation
Max charge current is highly correlated with Warning 1 and 9 other fieldsHigh correlation
Accel-Z (mg) is highly correlated with Warning 2 and 12 other fieldsHigh correlation
Warning 2 is highly correlated with Accel-Z (mg) and 8 other fieldsHigh correlation
SoH is highly correlated with Accel-Z (mg) and 12 other fieldsHigh correlation
Error 2 is highly correlated with Accel-Z (mg) and 12 other fieldsHigh correlation
Accel-Y (mg) is highly correlated with Accel-Z (mg) and 12 other fieldsHigh correlation
GO detail is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
Warning 3 is highly correlated with Accel-Z (mg) and 12 other fieldsHigh correlation
Accel-X (mg) is highly correlated with Accel-Z (mg) and 12 other fieldsHigh correlation
Warning 1 is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
Error 3 is highly correlated with Accel-Z (mg) and 12 other fieldsHigh correlation
Max discharge current is highly correlated with Accel-Z (mg) and 12 other fieldsHigh correlation
Control detail 2 is highly correlated with Accel-Z (mg) and 12 other fieldsHigh correlation
Error 1 is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
Control detail 1 is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
Warning 1 is highly correlated with Error 1 and 12 other fieldsHigh correlation
Error 1 is highly correlated with Warning 1 and 12 other fieldsHigh correlation
Max cell voltage is highly correlated with Warning 1 and 13 other fieldsHigh correlation
Min cell voltage is highly correlated with Warning 1 and 13 other fieldsHigh correlation
Average cell voltage is highly correlated with Warning 1 and 14 other fieldsHigh correlation
Pack voltage is highly correlated with Warning 1 and 14 other fieldsHigh correlation
Charge current is highly correlated with Min cell voltage and 5 other fieldsHigh correlation
Discharge current is highly correlated with Max cell voltage and 3 other fieldsHigh correlation
Max battery temperature is highly correlated with Min battery temperature and 4 other fieldsHigh correlation
Min battery temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Average battery temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Max board temperature is highly correlated with Warning 1 and 15 other fieldsHigh correlation
Min board temperature is highly correlated with Warning 1 and 12 other fieldsHigh correlation
Average board temperature is highly correlated with Warning 1 and 15 other fieldsHigh correlation
Remaining capacity is highly correlated with Warning 1 and 12 other fieldsHigh correlation
SoC is highly correlated with Warning 1 and 12 other fieldsHigh correlation
GO detail is highly correlated with Warning 1 and 12 other fieldsHigh correlation
Control detail 1 is highly correlated with Warning 1 and 12 other fieldsHigh correlation
Max charge current is highly correlated with Warning 1 and 13 other fieldsHigh correlation
time has unique values Unique
Charge current has 12092 (28.0%) zeros Zeros
Discharge current has 31078 (72.0%) zeros Zeros

Reproduction

Analysis started2022-06-20 07:39:51.783232
Analysis finished2022-06-20 07:41:02.615658
Duration1 minute and 10.83 seconds
Software versionpandas-profiling v3.2.0
Download configurationconfig.json

Variables

time
Date

UNIQUE

Distinct43170
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
Minimum2022-04-27 00:01:02
Maximum2022-05-27 00:00:00
Histogram with fixed size bins (bins=50)

Warning 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
32
22954 
0
20216 

Length

Max length2
Median length2
Mean length1.531711837
Min length1

Characters and Unicode

Total characters66124
Distinct characters3
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
3222954
53.2%
020216
46.8%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
3222954
53.2%
020216
46.8%

Most occurring characters

ValueCountFrequency (%)
322954
34.7%
222954
34.7%
020216
30.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number66124
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
322954
34.7%
222954
34.7%
020216
30.6%

Most occurring scripts

ValueCountFrequency (%)
Common66124
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
322954
34.7%
222954
34.7%
020216
30.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII66124
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
322954
34.7%
222954
34.7%
020216
30.6%

Warning 2
Categorical

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
0
43169 
32
 
1

Length

Max length2
Median length1
Mean length1.000023164
Min length1

Characters and Unicode

Total characters43171
Distinct characters3
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043169
> 99.9%
321
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043169
> 99.9%
321
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
043169
> 99.9%
31
 
< 0.1%
21
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43171
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043169
> 99.9%
31
 
< 0.1%
21
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common43171
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043169
> 99.9%
31
 
< 0.1%
21
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII43171
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043169
> 99.9%
31
 
< 0.1%
21
 
< 0.1%

Warning 3
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
0
43170 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters43170
Distinct characters1
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043170
100.0%

Most occurring characters

ValueCountFrequency (%)
043170
100.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43170
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043170
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common43170
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043170
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII43170
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043170
100.0%

Error 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
32
22931 
0
20239 

Length

Max length2
Median length2
Mean length1.53117906
Min length1

Characters and Unicode

Total characters66101
Distinct characters3
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
3222931
53.1%
020239
46.9%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
3222931
53.1%
020239
46.9%

Most occurring characters

ValueCountFrequency (%)
322931
34.7%
222931
34.7%
020239
30.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number66101
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
322931
34.7%
222931
34.7%
020239
30.6%

Most occurring scripts

ValueCountFrequency (%)
Common66101
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
322931
34.7%
222931
34.7%
020239
30.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII66101
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
322931
34.7%
222931
34.7%
020239
30.6%

Error 2
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
0
43170 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters43170
Distinct characters1
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043170
100.0%

Most occurring characters

ValueCountFrequency (%)
043170
100.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43170
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043170
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common43170
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043170
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII43170
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043170
100.0%

Error 3
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
0
43170 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters43170
Distinct characters1
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043170
100.0%

Most occurring characters

ValueCountFrequency (%)
043170
100.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43170
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043170
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common43170
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043170
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII43170
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043170
100.0%

Max cell voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct320
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3461.207482
Minimum3206
Maximum3727
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum3206
5-th percentile3287
Q13327
median3510
Q33554
95-th percentile3603
Maximum3727
Range521
Interquartile range (IQR)227

Descriptive statistics

Standard deviation114.375218
Coefficient of variation (CV)0.03304488927
Kurtosis-1.441172062
Mean3461.207482
Median Absolute Deviation (MAD)71
Skewness-0.382186088
Sum149420327
Variance13081.69049
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33251143
 
2.6%
33241013
 
2.3%
3328931
 
2.2%
3327835
 
1.9%
3322772
 
1.8%
3330591
 
1.4%
3510556
 
1.3%
3509541
 
1.3%
3512520
 
1.2%
3506513
 
1.2%
Other values (310)35755
82.8%
ValueCountFrequency (%)
32061
 
< 0.1%
32131
 
< 0.1%
32154
< 0.1%
32163
 
< 0.1%
32183
 
< 0.1%
32192
 
< 0.1%
32216
< 0.1%
32221
 
< 0.1%
32244
< 0.1%
32259
< 0.1%
ValueCountFrequency (%)
37271
 
< 0.1%
37191
 
< 0.1%
37101
 
< 0.1%
37061
 
< 0.1%
37031
 
< 0.1%
37011
 
< 0.1%
37001
 
< 0.1%
36893
< 0.1%
36871
 
< 0.1%
36862
< 0.1%

Min cell voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct244
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3323.429627
Minimum2992
Maximum3450
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum2992
5-th percentile3256
Q13316
median3334
Q33337
95-th percentile3375
Maximum3450
Range458
Interquartile range (IQR)21

Descriptive statistics

Standard deviation38.68226294
Coefficient of variation (CV)0.01163926043
Kurtosis9.557973206
Mean3323.429627
Median Absolute Deviation (MAD)5
Skewness-2.394250381
Sum143472457
Variance1496.317466
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33368081
18.7%
33346310
 
14.6%
33374375
 
10.1%
33392754
 
6.4%
33331677
 
3.9%
33401097
 
2.5%
3315838
 
1.9%
3313771
 
1.8%
3318678
 
1.6%
3328651
 
1.5%
Other values (234)15938
36.9%
ValueCountFrequency (%)
29921
< 0.1%
30001
< 0.1%
30161
< 0.1%
30371
< 0.1%
30391
< 0.1%
30401
< 0.1%
30421
< 0.1%
30512
< 0.1%
30601
< 0.1%
30621
< 0.1%
ValueCountFrequency (%)
34501
 
< 0.1%
34421
 
< 0.1%
34331
 
< 0.1%
34301
 
< 0.1%
34251
 
< 0.1%
34243
 
< 0.1%
34223
 
< 0.1%
34211
 
< 0.1%
34197
< 0.1%
34188
< 0.1%

Average cell voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct310
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3356.435789
Minimum3133
Maximum3504
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum3133
5-th percentile3275
Q13324
median3374
Q33385
95-th percentile3406
Maximum3504
Range371
Interquartile range (IQR)61

Descriptive statistics

Standard deviation43.4891118
Coefficient of variation (CV)0.01295693245
Kurtosis1.191733564
Mean3356.435789
Median Absolute Deviation (MAD)18
Skewness-1.03467174
Sum144897333
Variance1891.302845
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33731215
 
2.8%
33741163
 
2.7%
33751134
 
2.6%
33771091
 
2.5%
33761063
 
2.5%
3380997
 
2.3%
3378990
 
2.3%
3381976
 
2.3%
3372920
 
2.1%
3379911
 
2.1%
Other values (300)32710
75.8%
ValueCountFrequency (%)
31331
 
< 0.1%
31381
 
< 0.1%
31521
 
< 0.1%
31551
 
< 0.1%
31642
< 0.1%
31653
< 0.1%
31691
 
< 0.1%
31701
 
< 0.1%
31721
 
< 0.1%
31732
< 0.1%
ValueCountFrequency (%)
35041
< 0.1%
34931
< 0.1%
34901
< 0.1%
34821
< 0.1%
34771
< 0.1%
34731
< 0.1%
34721
< 0.1%
34692
< 0.1%
34672
< 0.1%
34652
< 0.1%

Pack voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct5468
Distinct (%)12.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean87266.49838
Minimum81740
Maximum91053
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum81740
5-th percentile85145
Q186413
median87716
Q388000
95-th percentile88550
Maximum91053
Range9313
Interquartile range (IQR)1587

Descriptive statistics

Standard deviation1127.356072
Coefficient of variation (CV)0.01291854369
Kurtosis0.989219098
Mean87266.49838
Median Absolute Deviation (MAD)469
Skewness-0.9938610898
Sum3767294735
Variance1270931.713
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
86385181
 
0.4%
86346146
 
0.3%
86463131
 
0.3%
8771075
 
0.2%
8637272
 
0.2%
8638765
 
0.2%
8779165
 
0.2%
8777564
 
0.1%
8788863
 
0.1%
8776263
 
0.1%
Other values (5458)42245
97.9%
ValueCountFrequency (%)
817401
< 0.1%
823281
< 0.1%
823291
< 0.1%
823391
< 0.1%
823991
< 0.1%
824171
< 0.1%
824891
< 0.1%
824901
< 0.1%
825111
< 0.1%
825161
< 0.1%
ValueCountFrequency (%)
910531
< 0.1%
907191
< 0.1%
907061
< 0.1%
905351
< 0.1%
905061
< 0.1%
903821
< 0.1%
902541
< 0.1%
902341
< 0.1%
901941
< 0.1%
901911
< 0.1%

Charge current
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct1891
Distinct (%)4.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9259.053973
Minimum0
Maximum235024
Zeros12092
Zeros (%)28.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median336
Q3336
95-th percentile96928
Maximum235024
Range235024
Interquartile range (IQR)336

Descriptive statistics

Standard deviation37954.81911
Coefficient of variation (CV)4.099211348
Kurtosis17.46038069
Mean9259.053973
Median Absolute Deviation (MAD)48
Skewness4.307767124
Sum399713360
Variance1440568294
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33619025
44.1%
012092
28.0%
3845039
 
11.7%
2081208
 
2.8%
3041117
 
2.6%
2881011
 
2.3%
160230
 
0.5%
352173
 
0.4%
256132
 
0.3%
17665
 
0.2%
Other values (1881)3078
 
7.1%
ValueCountFrequency (%)
012092
28.0%
8012
 
< 0.1%
12854
 
0.1%
160230
 
0.5%
17665
 
0.2%
2081208
 
2.8%
256132
 
0.3%
2881011
 
2.3%
3041117
 
2.6%
33619025
44.1%
ValueCountFrequency (%)
2350241
< 0.1%
2338081
< 0.1%
2330401
< 0.1%
2306721
< 0.1%
2303041
< 0.1%
2289921
< 0.1%
2286561
< 0.1%
2276321
< 0.1%
2267521
< 0.1%
2230721
< 0.1%

Discharge current
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct2804
Distinct (%)6.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8930.541024
Minimum0
Maximum429152
Zeros31078
Zeros (%)72.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3288
95-th percentile63777.6
Maximum429152
Range429152
Interquartile range (IQR)288

Descriptive statistics

Standard deviation36748.96568
Coefficient of variation (CV)4.114976414
Kurtosis27.26408488
Mean8930.541024
Median Absolute Deviation (MAD)0
Skewness5.058010448
Sum385531456
Variance1350486478
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
031078
72.0%
3361725
 
4.0%
2881461
 
3.4%
304762
 
1.8%
256658
 
1.5%
384596
 
1.4%
416553
 
1.3%
928117
 
0.3%
5360104
 
0.2%
531290
 
0.2%
Other values (2794)6026
 
14.0%
ValueCountFrequency (%)
031078
72.0%
805
 
< 0.1%
1283
 
< 0.1%
1605
 
< 0.1%
20847
 
0.1%
256658
 
1.5%
2881461
 
3.4%
304762
 
1.8%
3361725
 
4.0%
384596
 
1.4%
ValueCountFrequency (%)
4291521
< 0.1%
3997441
< 0.1%
3971361
< 0.1%
3930881
< 0.1%
3818241
< 0.1%
3803841
< 0.1%
3795841
< 0.1%
3743841
< 0.1%
3648161
< 0.1%
3622401
< 0.1%

Max battery temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct268
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean29.47342136
Minimum18.2
Maximum45
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum18.2
5-th percentile19.5
Q124.9
median29.4
Q333.6
95-th percentile39.1
Maximum45
Range26.8
Interquartile range (IQR)8.7

Descriptive statistics

Standard deviation5.777802865
Coefficient of variation (CV)0.1960343455
Kurtosis-0.5901604217
Mean29.47342136
Median Absolute Deviation (MAD)4.3
Skewness0.06520922305
Sum1272367.6
Variance33.38300595
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
18.6628
 
1.5%
18.4443
 
1.0%
24.8428
 
1.0%
30427
 
1.0%
31.3384
 
0.9%
24.1381
 
0.9%
29.1377
 
0.9%
28.1375
 
0.9%
32.7368
 
0.9%
28.9363
 
0.8%
Other values (258)38996
90.3%
ValueCountFrequency (%)
18.290
 
0.2%
18.3215
 
0.5%
18.4443
1.0%
18.5360
0.8%
18.6628
1.5%
18.795
 
0.2%
18.83
 
< 0.1%
18.956
 
0.1%
1960
 
0.1%
19.188
 
0.2%
ValueCountFrequency (%)
4511
< 0.1%
44.911
< 0.1%
44.84
 
< 0.1%
44.79
< 0.1%
44.610
< 0.1%
44.510
< 0.1%
44.410
< 0.1%
44.311
< 0.1%
44.26
< 0.1%
44.16
< 0.1%

Min battery temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct231
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27.31729442
Minimum17.5
Maximum41.7
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum17.5
5-th percentile18.7
Q123.3
median27.4
Q331.1
95-th percentile36
Maximum41.7
Range24.2
Interquartile range (IQR)7.8

Descriptive statistics

Standard deviation5.18869209
Coefficient of variation (CV)0.1899416542
Kurtosis-0.635344562
Mean27.31729442
Median Absolute Deviation (MAD)3.9
Skewness0.118704966
Sum1179287.6
Variance26.92252561
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
17.9570
 
1.3%
31.1517
 
1.2%
17.7514
 
1.2%
29.6497
 
1.2%
31.6493
 
1.1%
33.6489
 
1.1%
22.6454
 
1.1%
29.1443
 
1.0%
30.6431
 
1.0%
28.1426
 
1.0%
Other values (221)38336
88.8%
ValueCountFrequency (%)
17.5190
 
0.4%
17.6130
 
0.3%
17.7514
1.2%
17.8360
0.8%
17.9570
1.3%
1875
 
0.2%
18.169
 
0.2%
18.252
 
0.1%
18.343
 
0.1%
18.442
 
0.1%
ValueCountFrequency (%)
41.715
< 0.1%
41.623
0.1%
41.55
 
< 0.1%
41.34
 
< 0.1%
41.23
 
< 0.1%
41.19
 
< 0.1%
412
 
< 0.1%
40.84
 
< 0.1%
40.74
 
< 0.1%
40.627
0.1%

Average battery temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct257
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean28.2988441
Minimum17.9
Maximum43.5
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum17.9
5-th percentile19.2
Q124
median28.3
Q332.2
95-th percentile37.4
Maximum43.5
Range25.6
Interquartile range (IQR)8.2

Descriptive statistics

Standard deviation5.465582384
Coefficient of variation (CV)0.1931380082
Kurtosis-0.5892436894
Mean28.2988441
Median Absolute Deviation (MAD)4.1
Skewness0.1222825495
Sum1221661.1
Variance29.8725908
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
18.1587
 
1.4%
23455
 
1.1%
18.3453
 
1.0%
18.2398
 
0.9%
30.1364
 
0.8%
28.7364
 
0.8%
27.7354
 
0.8%
30.5354
 
0.8%
24352
 
0.8%
23.9348
 
0.8%
Other values (247)39141
90.7%
ValueCountFrequency (%)
17.9190
 
0.4%
18130
 
0.3%
18.1587
1.4%
18.2398
0.9%
18.3453
1.0%
18.452
 
0.1%
18.551
 
0.1%
18.655
 
0.1%
18.748
 
0.1%
18.856
 
0.1%
ValueCountFrequency (%)
43.55
 
< 0.1%
43.414
< 0.1%
43.311
< 0.1%
43.210
< 0.1%
43.18
< 0.1%
434
 
< 0.1%
42.97
< 0.1%
42.84
 
< 0.1%
42.73
 
< 0.1%
42.64
 
< 0.1%

Max board temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct309
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean33.7499722
Minimum23.8
Maximum55.2
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum23.8
5-th percentile24.5
Q129.2
median32.7
Q337.2
95-th percentile46.2
Maximum55.2
Range31.4
Interquartile range (IQR)8

Descriptive statistics

Standard deviation6.292636718
Coefficient of variation (CV)0.1864486489
Kurtosis0.05396334669
Mean33.7499722
Median Absolute Deviation (MAD)3.8
Skewness0.7627150671
Sum1456986.3
Variance39.59727686
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
24.2578
 
1.3%
24.5510
 
1.2%
29.7503
 
1.2%
29.1477
 
1.1%
29.9472
 
1.1%
28.8467
 
1.1%
30462
 
1.1%
29.8453
 
1.0%
33.2419
 
1.0%
24.4419
 
1.0%
Other values (299)38410
89.0%
ValueCountFrequency (%)
23.81
 
< 0.1%
23.939
 
0.1%
2498
 
0.2%
24.1266
0.6%
24.2578
1.3%
24.3256
0.6%
24.4419
1.0%
24.5510
1.2%
24.667
 
0.2%
24.736
 
0.1%
ValueCountFrequency (%)
55.21
 
< 0.1%
54.91
 
< 0.1%
54.51
 
< 0.1%
54.42
< 0.1%
54.21
 
< 0.1%
54.11
 
< 0.1%
541
 
< 0.1%
53.93
< 0.1%
53.83
< 0.1%
53.73
< 0.1%

Min board temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct241
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32.00085244
Minimum23.4
Maximum47.4
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum23.4
5-th percentile24.2
Q128.7
median31.7
Q335
95-th percentile40.2
Maximum47.4
Range24
Interquartile range (IQR)6.3

Descriptive statistics

Standard deviation4.675557589
Coefficient of variation (CV)0.1461072825
Kurtosis-0.2106609306
Mean32.00085244
Median Absolute Deviation (MAD)3.2
Skewness0.3935530233
Sum1381476.8
Variance21.86083876
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
29.7673
 
1.6%
29.5524
 
1.2%
29.4521
 
1.2%
29498
 
1.2%
33.1495
 
1.1%
32.1471
 
1.1%
29.6463
 
1.1%
29.3461
 
1.1%
26.5444
 
1.0%
28.8439
 
1.0%
Other values (231)38181
88.4%
ValueCountFrequency (%)
23.445
 
0.1%
23.594
 
0.2%
23.6214
0.5%
23.7367
0.9%
23.8303
0.7%
23.9336
0.8%
24405
0.9%
24.1339
0.8%
24.2128
 
0.3%
24.391
 
0.2%
ValueCountFrequency (%)
47.44
 
< 0.1%
47.33
 
< 0.1%
47.23
 
< 0.1%
47.12
 
< 0.1%
473
 
< 0.1%
46.912
< 0.1%
46.83
 
< 0.1%
46.716
< 0.1%
46.69
< 0.1%
46.510
< 0.1%

Average board temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct271
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32.87512856
Minimum23.7
Maximum51.1
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum23.7
5-th percentile24.4
Q129
median32.3
Q336.2
95-th percentile42.9
Maximum51.1
Range27.4
Interquartile range (IQR)7.2

Descriptive statistics

Standard deviation5.389979759
Coefficient of variation (CV)0.1639531158
Kurtosis-0.1296719431
Mean32.87512856
Median Absolute Deviation (MAD)3.5
Skewness0.5523316566
Sum1419219.3
Variance29.0518818
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
29.6494
 
1.1%
29.7492
 
1.1%
24.2488
 
1.1%
29.9473
 
1.1%
29.5446
 
1.0%
26.7445
 
1.0%
29.2431
 
1.0%
23.9427
 
1.0%
29.8425
 
1.0%
28.6415
 
1.0%
Other values (261)38634
89.5%
ValueCountFrequency (%)
23.773
 
0.2%
23.8132
 
0.3%
23.9427
1.0%
24343
0.8%
24.1320
0.7%
24.2488
1.1%
24.3332
0.8%
24.4145
 
0.3%
24.533
 
0.1%
24.633
 
0.1%
ValueCountFrequency (%)
51.11
 
< 0.1%
50.81
 
< 0.1%
50.71
 
< 0.1%
50.62
 
< 0.1%
50.41
 
< 0.1%
50.32
 
< 0.1%
50.11
 
< 0.1%
501
 
< 0.1%
49.93
 
< 0.1%
49.89
< 0.1%

Remaining capacity
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct7266
Distinct (%)16.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean378964.8908
Minimum148304
Maximum409488
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum148304
5-th percentile278784
Q1363744
median405968
Q3406080
95-th percentile406128
Maximum409488
Range261184
Interquartile range (IQR)42336

Descriptive statistics

Standard deviation46318.65184
Coefficient of variation (CV)0.1222241241
Kurtosis3.327219793
Mean378964.8908
Median Absolute Deviation (MAD)128
Skewness-1.897989193
Sum1.635991434 × 1010
Variance2145417509
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
4060807526
 
17.4%
4060322312
 
5.4%
4060962296
 
5.3%
4059681781
 
4.1%
4060641548
 
3.6%
4061121471
 
3.4%
4061441158
 
2.7%
4060001122
 
2.6%
405936951
 
2.2%
406048819
 
1.9%
Other values (7256)22186
51.4%
ValueCountFrequency (%)
1483042
< 0.1%
1483841
 
< 0.1%
1487361
 
< 0.1%
1490241
 
< 0.1%
1498401
 
< 0.1%
1506402
< 0.1%
1506561
 
< 0.1%
1508802
< 0.1%
1508962
< 0.1%
1509123
< 0.1%
ValueCountFrequency (%)
4094881
 
< 0.1%
406160662
 
1.5%
4061441158
 
2.7%
406128362
 
0.8%
4061121471
 
3.4%
4060962296
 
5.3%
4060807526
17.4%
4060641548
 
3.6%
406048819
 
1.9%
4060322312
 
5.4%

Full Charge Capacity
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct38
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean406045.2062
Minimum405760
Maximum409488
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum405760
5-th percentile405904
Q1406000
median406064
Q3406096
95-th percentile406160
Maximum409488
Range3728
Interquartile range (IQR)96

Descriptive statistics

Standard deviation80.32715057
Coefficient of variation (CV)0.0001978280973
Kurtosis78.57565747
Mean406045.2062
Median Absolute Deviation (MAD)32
Skewness1.356249747
Sum1.752897155 × 1010
Variance6452.451119
MonotonicityNot monotonic
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%)
4060809165
21.2%
4060963542
 
8.2%
4060323366
 
7.8%
4060643274
 
7.6%
4061122535
 
5.9%
4059682410
 
5.6%
4060482317
 
5.4%
4060002203
 
5.1%
4061441730
 
4.0%
4059841588
 
3.7%
Other values (28)11040
25.6%
ValueCountFrequency (%)
4057608
 
< 0.1%
40577614
 
< 0.1%
40579299
 
0.2%
405808215
 
0.5%
405824218
 
0.5%
405840287
0.7%
405856156
 
0.4%
405872574
1.3%
405888379
0.9%
405904660
1.5%
ValueCountFrequency (%)
4094881
 
< 0.1%
4063361
 
< 0.1%
40632022
 
0.1%
40630452
 
0.1%
40628862
 
0.1%
40627284
 
0.2%
406256105
0.2%
40624046
 
0.1%
40622465
 
0.2%
406208240
0.6%

SoC
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct65
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean93.12471624
Minimum36
Maximum100
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum36
5-th percentile68
Q189
median100
Q3100
95-th percentile100
Maximum100
Range64
Interquartile range (IQR)11

Descriptive statistics

Standard deviation11.58831776
Coefficient of variation (CV)0.1244386907
Kurtosis3.153302173
Mean93.12471624
Median Absolute Deviation (MAD)0
Skewness-1.861318385
Sum4020194
Variance134.2891086
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
10025800
59.8%
991004
 
2.3%
97846
 
2.0%
96744
 
1.7%
98731
 
1.7%
95571
 
1.3%
94558
 
1.3%
80547
 
1.3%
91545
 
1.3%
86541
 
1.3%
Other values (55)11283
26.1%
ValueCountFrequency (%)
366
 
< 0.1%
3769
0.2%
386
 
< 0.1%
3945
0.1%
4018
 
< 0.1%
4113
 
< 0.1%
4213
 
< 0.1%
4311
 
< 0.1%
4414
 
< 0.1%
4511
 
< 0.1%
ValueCountFrequency (%)
10025800
59.8%
991004
 
2.3%
98731
 
1.7%
97846
 
2.0%
96744
 
1.7%
95571
 
1.3%
94558
 
1.3%
93468
 
1.1%
92510
 
1.2%
91545
 
1.3%

SoH
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
100
43170 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129510
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row100
2nd row100
3rd row100
4th row100
5th row100

Common Values

ValueCountFrequency (%)
10043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
10043170
100.0%

Most occurring characters

ValueCountFrequency (%)
086340
66.7%
143170
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number129510
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086340
66.7%
143170
33.3%

Most occurring scripts

ValueCountFrequency (%)
Common129510
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086340
66.7%
143170
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129510
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086340
66.7%
143170
33.3%

GO detail
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
16
26385 
21
14123 
18
2647 
19
 
15

Length

Max length2
Median length2
Mean length2
Min length2

Characters and Unicode

Total characters86340
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row21
2nd row21
3rd row21
4th row21
5th row21

Common Values

ValueCountFrequency (%)
1626385
61.1%
2114123
32.7%
182647
 
6.1%
1915
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
1626385
61.1%
2114123
32.7%
182647
 
6.1%
1915
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
143170
50.0%
626385
30.6%
214123
 
16.4%
82647
 
3.1%
915
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86340
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
143170
50.0%
626385
30.6%
214123
 
16.4%
82647
 
3.1%
915
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common86340
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
143170
50.0%
626385
30.6%
214123
 
16.4%
82647
 
3.1%
915
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII86340
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
143170
50.0%
626385
30.6%
214123
 
16.4%
82647
 
3.1%
915
 
< 0.1%

Control detail 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
224
26373 
130
14123 
225
2662 
228
 
12

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129510
Distinct characters7
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row130
2nd row130
3rd row130
4th row130
5th row130

Common Values

ValueCountFrequency (%)
22426373
61.1%
13014123
32.7%
2252662
 
6.2%
22812
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
22426373
61.1%
13014123
32.7%
2252662
 
6.2%
22812
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
258094
44.9%
426373
20.4%
114123
 
10.9%
314123
 
10.9%
014123
 
10.9%
52662
 
2.1%
812
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number129510
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
258094
44.9%
426373
20.4%
114123
 
10.9%
314123
 
10.9%
014123
 
10.9%
52662
 
2.1%
812
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common129510
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
258094
44.9%
426373
20.4%
114123
 
10.9%
314123
 
10.9%
014123
 
10.9%
52662
 
2.1%
812
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII129510
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
258094
44.9%
426373
20.4%
114123
 
10.9%
314123
 
10.9%
014123
 
10.9%
52662
 
2.1%
812
 
< 0.1%

Control detail 2
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
0
43170 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters43170
Distinct characters1
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043170
100.0%

Most occurring characters

ValueCountFrequency (%)
043170
100.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43170
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043170
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common43170
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043170
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII43170
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043170
100.0%

Max charge current
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct120
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean175.2775075
Minimum36
Maximum320
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.4 KiB

Quantile statistics

Minimum36
5-th percentile36
Q174
median111
Q3320
95-th percentile320
Maximum320
Range284
Interquartile range (IQR)246

Descriptive statistics

Standard deviation117.7678115
Coefficient of variation (CV)0.6718934627
Kurtosis-1.741553051
Mean175.2775075
Median Absolute Deviation (MAD)67
Skewness0.3093953415
Sum7566730
Variance13869.25742
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
32016242
37.6%
362610
 
6.0%
109918
 
2.1%
114902
 
2.1%
104801
 
1.9%
99714
 
1.7%
72628
 
1.5%
57600
 
1.4%
67580
 
1.3%
111553
 
1.3%
Other values (110)18622
43.1%
ValueCountFrequency (%)
362610
6.0%
37229
 
0.5%
39246
 
0.6%
40179
 
0.4%
41245
 
0.6%
42247
 
0.6%
44255
 
0.6%
45214
 
0.5%
46272
 
0.6%
47285
 
0.7%
ValueCountFrequency (%)
32016242
37.6%
31631
 
0.1%
3121
 
< 0.1%
30827
 
0.1%
30432
 
0.1%
29629
 
0.1%
29231
 
0.1%
28425
 
0.1%
28034
 
0.1%
27231
 
0.1%

Max discharge current
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
900
43170 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129510
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row900
2nd row900
3rd row900
4th row900
5th row900

Common Values

ValueCountFrequency (%)
90043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
90043170
100.0%

Most occurring characters

ValueCountFrequency (%)
086340
66.7%
943170
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number129510
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086340
66.7%
943170
33.3%

Most occurring scripts

ValueCountFrequency (%)
Common129510
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086340
66.7%
943170
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129510
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086340
66.7%
943170
33.3%

Accel-X (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
0.0
43170 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129510
Distinct characters2
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.043170
100.0%

Most occurring characters

ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86340
66.7%
Other Punctuation43170
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086340
100.0%
Other Punctuation
ValueCountFrequency (%)
.43170
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common129510
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129510
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Accel-Y (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
0.0
43170 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129510
Distinct characters2
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.043170
100.0%

Most occurring characters

ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86340
66.7%
Other Punctuation43170
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086340
100.0%
Other Punctuation
ValueCountFrequency (%)
.43170
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common129510
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129510
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Accel-Z (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.4 KiB
0.0
43170 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129510
Distinct characters2
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.043170
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.043170
100.0%

Most occurring characters

ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86340
66.7%
Other Punctuation43170
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086340
100.0%
Other Punctuation
ValueCountFrequency (%)
.43170
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common129510
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129510
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086340
66.7%
.43170
33.3%

Interactions

Correlations

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

timeWarning 1Warning 2Warning 3Error 1Error 2Error 3Max cell voltageMin cell voltageAverage cell voltagePack voltageCharge currentDischarge currentMax battery temperatureMin battery temperatureAverage battery temperatureMax board temperatureMin board temperatureAverage board temperatureRemaining capacityFull Charge CapacitySoCSoHGO detailControl detail 1Control detail 2Max charge currentMax discharge currentAccel-X (mg)Accel-Y (mg)Accel-Z (mg)
02022-05-17 00:01:0200000033303318332686463028837.334.635.940.839.340.0307280405920751002113003209000.00.00.0
12022-05-17 00:02:0200000033303319332686465028837.234.535.841.039.140.1307280405920751002113003209000.00.00.0
22022-05-17 00:03:0200000033303319332686474028837.234.535.842.639.040.8307264405920751002113003209000.00.00.0
32022-05-17 00:04:0200000033303319332686488028837.234.535.843.339.041.2307264405920751002113003209000.00.00.0
42022-05-17 00:05:0200000033303319332686490025637.234.535.844.339.141.7307264405920751002113003209000.00.00.0
52022-05-17 00:06:02000000332233123319862736368037.234.335.743.639.341.4306800405920751002113003209000.00.00.0
62022-05-17 00:07:020000003265315132168470106448037.234.335.741.739.340.5305472405920751002113003209000.00.00.0
72022-05-17 00:08:0200000033003286329484751020080037.234.335.740.339.139.7302144405920741002113003209000.00.00.0
82022-05-17 00:09:020000003248305131788433108126437.334.535.839.938.939.4300384405904741002113003209000.00.00.0
92022-05-17 00:10:02000000330732603294856980358437.334.635.939.538.739.1299440405904731002113003209000.00.00.0

Last rows

timeWarning 1Warning 2Warning 3Error 1Error 2Error 3Max cell voltageMin cell voltageAverage cell voltagePack voltageCharge currentDischarge currentMax battery temperatureMin battery temperatureAverage battery temperatureMax board temperatureMin board temperatureAverage board temperatureRemaining capacityFull Charge CapacitySoCSoHGO detailControl detail 1Control detail 2Max charge currentMax discharge currentAccel-X (mg)Accel-Y (mg)Accel-Z (mg)
431602022-05-21 23:50:0200000033243315332186342025634.432.633.439.536.137.8372784405920911002113003209000.00.00.0
431612022-05-21 23:51:02000000332433123319863130531234.432.633.438.936.137.5372784405920911002113003209000.00.00.0
431622022-05-21 23:52:0200000033243315332186342025634.332.633.437.136.036.6372496405920911002113003209000.00.00.0
431632022-05-21 23:53:02000000332133123317862200417634.332.633.436.535.936.2372016405920911002113003209000.00.00.0
431642022-05-21 23:54:0200000033253315332286368028834.332.633.437.735.936.8372000405920911002113003209000.00.00.0
431652022-05-21 23:55:0200000033253315332386385028834.332.633.437.235.836.5371984405920911002113003209000.00.00.0
431662022-05-21 23:56:0200000033273316332486399025634.332.633.439.235.837.5371984405920911002113003209000.00.00.0
431672022-05-21 23:57:0200000033273316332486422028834.332.633.438.535.837.2371984405920911002113003209000.00.00.0
431682022-05-21 23:58:0200000033283318332586428028834.232.633.337.835.936.8371968405920911002113003209000.00.00.0
431692022-05-21 23:59:0200000033283318332586445028834.232.633.337.335.836.6371968405920911002113003209000.00.00.0